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Identifying mislabeling of Labeling Functions on DomainNet real

98.6APsource-aware IF (R-RW)
39.42454.78770.1585.513May 25, 2022

Evaluation results

MethodLinks
source-aware IF (R-RW)Labeling Model=MV2022.0598.6
source-aware IF (RW)Labeling Model=MV2022.0595.9
source-aware IF (R-WM)Labeling Model=MV2022.0594.2
source-aware IF (RW)Labeling Model=Snorkel2022.0585.4
source-aware IF (WM)Labeling Model=MV2022.0581.3
source-aware IF (WM)Labeling Model=Snorkel2022.0572.3
KNNLabeling Model=MV2022.0571.1
source-aware IF (R-RW)Labeling Model=Snorkel2022.0567.1
source-aware IF (RW)Labeling Model=DS2022.0558
source-aware IF (WM)Labeling Model=DS2022.0555
source-aware IF (R-WM)Labeling Model=Snorkel2022.0547.6
source-aware IF (R-RW)Labeling Model=DS2022.0546.2
source-aware IF (R-WM)Labeling Model=DS2022.0544.9
Labeling ModelLabeling Model=MV2022.0544.7
Labeling ModelLabeling Model=Snorkel2022.0544.5
End ModelLabeling Model=MV2022.0541.7
Labeling ModelLabeling Model=DS2022.0541.7
End ModelLabeling Model=DS2022.0541.7
End ModelLabeling Model=Snorkel2022.0541.7